Top MCP Servers

Provides LLMs with the ability to execute network measurement commands such as ping, traceroute, DNS, MTR, and HTTP across a global set of probes.

Provides LLM tools that interface with the official ClinicalTrials.gov v2 REST API, enabling fast search, retrieval, and statistical trend analysis of clinical trial records.

Orchestrates a network of asynchronous agents and streaming swarms to conduct ensemble‑consensus research, automatically creating indexed PGlite databases in WebAssembly and providing semantic, hybrid, and SQL search capabilities.

Enables AI assistants to work with documents that exceed their context window by storing content externally, providing search, code execution, evidence tracking, and recursive sub‑agents via an MCP server.

Creates configurable MCP servers on the fly and generates complete, runnable Python code for FastMCP services, allowing rapid prototyping and deployment of custom tool‑rich APIs.

Facilitates LLM interaction with Plane.so to list projects, retrieve details, create new issues, and update existing issues via a Model Context Protocol server.

Provides tools to fetch the latest results of a Dune query or run a Dune query on demand, returning the data as CSV‑formatted strings for seamless consumption by AI agents.

Enables MCP clients to interact with Monday.com boards, items, updates, and documents.

Provides tools to assess code and database impact using CodeLogic's software dependency data within AI programming assistants.

Provides a Model Context Protocol server that renders website screenshots using the ScreenshotOne API.

Provides semantic code search, AI‑powered prompt enhancement, planning, execution tracking, persistent memories, and advanced code review through a local‑first MCP server built on the Auggie SDK.

Provides an MCP server that lets AI assistants create, open, configure, and control RoxyBrowser instances, retrieve Chrome DevTools Protocol WebSocket endpoints, and manage proxies, accounts, and workspaces for automated browsing tasks.

Enables LLMs to interact directly with Couchbase clusters, offering a suite of tools for cluster health, schema discovery, KV document operations, query execution, and performance analysis.

Provides a markdown‑native, git‑backed knowledge graph that serves as a durable memory and handoff layer for AI agents via a seven‑verb MCP interface.

Provides a Model Context Protocol server that enables querying and retrieving threat intelligence data from OpenCTI through a standardized interface.

Provides SQL query execution and business‑intelligence capabilities over IoTDB, supporting both Tree and Table dialects, metadata retrieval, data selection, and export of results to CSV or Excel formats.

Provides MCP endpoints that enable AI models to list buckets, retrieve file lists, upload and download files, generate download links, perform image scaling and rounding, and refresh or prefetch CDN resources on Qiniu cloud.

Search documents using Vertex AI with Gemini grounding, allowing private data to improve relevance of results.

Provides tools to search Wikidata entity and property identifiers, retrieve metadata such as labels and descriptions, and execute SPARQL queries via an MCP server.

Provides on-demand access to real-time and historical cryptocurrency, DEX, token, and liquidity data across multiple blockchains via a Model Context Protocol server, enabling AI assistants to query market trends and analytics through natural language.

Provides Django project exploration resources and a stateless shell, enabling LLM assistants to query apps, models, routes, settings and execute arbitrary Python code within a Django environment.

Function‑level dependency graphs, impact analysis, complexity metrics, and hybrid semantic search are generated locally for any of 11 supported languages, providing AI agents and developers with instant structural context without external API calls.

A collection of Model Context Protocol servers for Check Point security platforms, exposing structured security data through TypeScript packages.

Provides AI‑powered architectural decision analysis, ADR generation and management, and smart code linking for AI assistants and development teams.

Provides a local‑first graph‑backed memory engine for AI agents, persisting decisions, reasons, and contradictions across sessions without relying on external APIs.

Enables AI agents to dispatch Pushover notifications through an MCP server, supporting customizable messages, titles, priority, sound, URLs, and device targeting.

Interact with Hugging Face datasets via an MCP server, enabling browsing, searching, filtering, and analysis of public and private collections.

Provides fast access to USPTO patent and application data via the Public Search and Open Data Portal APIs, enabling Claude Desktop and other MCP clients to retrieve search results, full-text documents, PDFs, and bibliographic metadata.

Provides a set of tools for MCP clients to interact with GibsonAI projects and databases via natural‑language commands.

Provides eSignature contract creation, management, and template collaboration through an MCP server, enabling draft generation, sending, updating, and collaborator handling.

Provides actions for connected integrations on Integration.app, exposing tools through Model Context Protocol endpoints for static and dynamic usage.

Provides a Model Context Protocol server that enables AI agents to query Langfuse trace data for enhanced debugging and observability.